{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sklearn.datasets import make_classification\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.metrics import (ConfusionMatrixDisplay, roc_curve, auc,\n",
    "                             classification_report, accuracy_score, confusion_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature_0</th>\n",
       "      <th>feature_1</th>\n",
       "      <th>feature_2</th>\n",
       "      <th>feature_3</th>\n",
       "      <th>feature_4</th>\n",
       "      <th>feature_5</th>\n",
       "      <th>feature_6</th>\n",
       "      <th>feature_7</th>\n",
       "      <th>feature_8</th>\n",
       "      <th>feature_9</th>\n",
       "      <th>...</th>\n",
       "      <th>feature_11</th>\n",
       "      <th>feature_12</th>\n",
       "      <th>feature_13</th>\n",
       "      <th>feature_14</th>\n",
       "      <th>feature_15</th>\n",
       "      <th>feature_16</th>\n",
       "      <th>feature_17</th>\n",
       "      <th>feature_18</th>\n",
       "      <th>feature_19</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.669356</td>\n",
       "      <td>-1.495778</td>\n",
       "      <td>-0.870766</td>\n",
       "      <td>1.141831</td>\n",
       "      <td>0.021606</td>\n",
       "      <td>1.730630</td>\n",
       "      <td>-1.251698</td>\n",
       "      <td>0.289305</td>\n",
       "      <td>0.357163</td>\n",
       "      <td>-0.196811</td>\n",
       "      <td>...</td>\n",
       "      <td>0.154850</td>\n",
       "      <td>-0.219970</td>\n",
       "      <td>-0.739137</td>\n",
       "      <td>1.802012</td>\n",
       "      <td>1.634606</td>\n",
       "      <td>-0.938180</td>\n",
       "      <td>-1.267337</td>\n",
       "      <td>-1.276334</td>\n",
       "      <td>1.016643</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.093372</td>\n",
       "      <td>0.785848</td>\n",
       "      <td>0.105754</td>\n",
       "      <td>1.272354</td>\n",
       "      <td>-0.846316</td>\n",
       "      <td>-0.979093</td>\n",
       "      <td>1.263707</td>\n",
       "      <td>0.264020</td>\n",
       "      <td>2.411677</td>\n",
       "      <td>-0.960046</td>\n",
       "      <td>...</td>\n",
       "      <td>0.199810</td>\n",
       "      <td>0.288724</td>\n",
       "      <td>0.732492</td>\n",
       "      <td>-0.872002</td>\n",
       "      <td>-1.654887</td>\n",
       "      <td>-1.130204</td>\n",
       "      <td>-0.122709</td>\n",
       "      <td>0.693431</td>\n",
       "      <td>0.911363</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.905797</td>\n",
       "      <td>-0.608341</td>\n",
       "      <td>0.295141</td>\n",
       "      <td>0.943716</td>\n",
       "      <td>0.092936</td>\n",
       "      <td>1.370397</td>\n",
       "      <td>-0.064772</td>\n",
       "      <td>0.287273</td>\n",
       "      <td>-0.533004</td>\n",
       "      <td>-0.032504</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.510064</td>\n",
       "      <td>-0.868768</td>\n",
       "      <td>-0.598279</td>\n",
       "      <td>0.019832</td>\n",
       "      <td>0.613460</td>\n",
       "      <td>-1.779439</td>\n",
       "      <td>0.830498</td>\n",
       "      <td>-0.737332</td>\n",
       "      <td>-0.578212</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.585793</td>\n",
       "      <td>0.389279</td>\n",
       "      <td>0.698816</td>\n",
       "      <td>0.436236</td>\n",
       "      <td>-0.315082</td>\n",
       "      <td>0.459505</td>\n",
       "      <td>1.448820</td>\n",
       "      <td>0.505558</td>\n",
       "      <td>-1.440982</td>\n",
       "      <td>-1.134020</td>\n",
       "      <td>...</td>\n",
       "      <td>1.466783</td>\n",
       "      <td>0.678728</td>\n",
       "      <td>-1.190917</td>\n",
       "      <td>-1.442381</td>\n",
       "      <td>-0.929136</td>\n",
       "      <td>-0.221600</td>\n",
       "      <td>-0.346772</td>\n",
       "      <td>0.034246</td>\n",
       "      <td>-1.040199</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.146441</td>\n",
       "      <td>0.515579</td>\n",
       "      <td>-1.222895</td>\n",
       "      <td>-0.396230</td>\n",
       "      <td>-1.293508</td>\n",
       "      <td>-0.352428</td>\n",
       "      <td>0.071254</td>\n",
       "      <td>1.239584</td>\n",
       "      <td>1.007133</td>\n",
       "      <td>-1.479444</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.918127</td>\n",
       "      <td>0.604121</td>\n",
       "      <td>1.068379</td>\n",
       "      <td>-0.882271</td>\n",
       "      <td>2.303639</td>\n",
       "      <td>-0.973379</td>\n",
       "      <td>1.259233</td>\n",
       "      <td>0.360015</td>\n",
       "      <td>1.920368</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   feature_0  feature_1  feature_2  feature_3  feature_4  feature_5  \\\n",
       "0  -0.669356  -1.495778  -0.870766   1.141831   0.021606   1.730630   \n",
       "1   0.093372   0.785848   0.105754   1.272354  -0.846316  -0.979093   \n",
       "2  -0.905797  -0.608341   0.295141   0.943716   0.092936   1.370397   \n",
       "3  -0.585793   0.389279   0.698816   0.436236  -0.315082   0.459505   \n",
       "4   1.146441   0.515579  -1.222895  -0.396230  -1.293508  -0.352428   \n",
       "\n",
       "   feature_6  feature_7  feature_8  feature_9  ...  feature_11  feature_12  \\\n",
       "0  -1.251698   0.289305   0.357163  -0.196811  ...    0.154850   -0.219970   \n",
       "1   1.263707   0.264020   2.411677  -0.960046  ...    0.199810    0.288724   \n",
       "2  -0.064772   0.287273  -0.533004  -0.032504  ...   -0.510064   -0.868768   \n",
       "3   1.448820   0.505558  -1.440982  -1.134020  ...    1.466783    0.678728   \n",
       "4   0.071254   1.239584   1.007133  -1.479444  ...   -0.918127    0.604121   \n",
       "\n",
       "   feature_13  feature_14  feature_15  feature_16  feature_17  feature_18  \\\n",
       "0   -0.739137    1.802012    1.634606   -0.938180   -1.267337   -1.276334   \n",
       "1    0.732492   -0.872002   -1.654887   -1.130204   -0.122709    0.693431   \n",
       "2   -0.598279    0.019832    0.613460   -1.779439    0.830498   -0.737332   \n",
       "3   -1.190917   -1.442381   -0.929136   -0.221600   -0.346772    0.034246   \n",
       "4    1.068379   -0.882271    2.303639   -0.973379    1.259233    0.360015   \n",
       "\n",
       "   feature_19  target  \n",
       "0    1.016643       1  \n",
       "1    0.911363       0  \n",
       "2   -0.578212       1  \n",
       "3   -1.040199       1  \n",
       "4    1.920368       0  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Option 1: Load a provided DataFrame\n",
    "# Replace 'your_file.csv' with the path to your CSV or Excel file\n",
    "# df = pd.read_csv('your_file.csv')\n",
    "\n",
    "# Option 2: Generate a random DataFrame for a classification problem\n",
    "n_samples = 1000\n",
    "n_features = 20\n",
    "n_classes = 2\n",
    "random_state = 42\n",
    "\n",
    "X, y = make_classification(n_samples=n_samples,\n",
    "                           n_features=n_features,\n",
    "                           n_classes=n_classes,\n",
    "                           random_state=random_state)\n",
    "\n",
    "# Convert the generated data to a DataFrame\n",
    "feature_columns = [f'feature_{i}' for i in range(n_features)]\n",
    "X_df = pd.DataFrame(X, columns=feature_columns)\n",
    "y_df = pd.DataFrame(y, columns=['target'])\n",
    "\n",
    "# Combine the feature and target DataFrames\n",
    "df = pd.concat([X_df, y_df], axis=1)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature_0</th>\n",
       "      <th>feature_1</th>\n",
       "      <th>feature_2</th>\n",
       "      <th>feature_3</th>\n",
       "      <th>feature_4</th>\n",
       "      <th>feature_5</th>\n",
       "      <th>feature_6</th>\n",
       "      <th>feature_7</th>\n",
       "      <th>feature_8</th>\n",
       "      <th>feature_9</th>\n",
       "      <th>...</th>\n",
       "      <th>feature_11</th>\n",
       "      <th>feature_12</th>\n",
       "      <th>feature_13</th>\n",
       "      <th>feature_14</th>\n",
       "      <th>feature_15</th>\n",
       "      <th>feature_16</th>\n",
       "      <th>feature_17</th>\n",
       "      <th>feature_18</th>\n",
       "      <th>feature_19</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-0.008362</td>\n",
       "      <td>0.029704</td>\n",
       "      <td>0.025338</td>\n",
       "      <td>0.055661</td>\n",
       "      <td>-0.042355</td>\n",
       "      <td>-0.022545</td>\n",
       "      <td>-0.008858</td>\n",
       "      <td>0.066479</td>\n",
       "      <td>-0.041148</td>\n",
       "      <td>0.009788</td>\n",
       "      <td>...</td>\n",
       "      <td>0.020218</td>\n",
       "      <td>-0.001955</td>\n",
       "      <td>-0.037517</td>\n",
       "      <td>-0.048433</td>\n",
       "      <td>0.005089</td>\n",
       "      <td>0.038263</td>\n",
       "      <td>-0.020192</td>\n",
       "      <td>0.021475</td>\n",
       "      <td>-0.005455</td>\n",
       "      <td>0.50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.023509</td>\n",
       "      <td>0.858969</td>\n",
       "      <td>0.986955</td>\n",
       "      <td>1.016759</td>\n",
       "      <td>1.014688</td>\n",
       "      <td>1.403956</td>\n",
       "      <td>1.031227</td>\n",
       "      <td>1.014851</td>\n",
       "      <td>0.952217</td>\n",
       "      <td>0.994735</td>\n",
       "      <td>...</td>\n",
       "      <td>0.973651</td>\n",
       "      <td>0.979436</td>\n",
       "      <td>0.992481</td>\n",
       "      <td>1.322137</td>\n",
       "      <td>1.035725</td>\n",
       "      <td>1.016628</td>\n",
       "      <td>1.010810</td>\n",
       "      <td>0.818102</td>\n",
       "      <td>1.021241</td>\n",
       "      <td>0.50025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-3.688365</td>\n",
       "      <td>-3.281236</td>\n",
       "      <td>-3.232565</td>\n",
       "      <td>-3.329504</td>\n",
       "      <td>-2.993707</td>\n",
       "      <td>-4.543441</td>\n",
       "      <td>-2.973306</td>\n",
       "      <td>-3.241514</td>\n",
       "      <td>-3.601085</td>\n",
       "      <td>-3.044657</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.033989</td>\n",
       "      <td>-2.799964</td>\n",
       "      <td>-3.307900</td>\n",
       "      <td>-3.836929</td>\n",
       "      <td>-3.836656</td>\n",
       "      <td>-3.375579</td>\n",
       "      <td>-3.922400</td>\n",
       "      <td>-2.787107</td>\n",
       "      <td>-3.250333</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.690946</td>\n",
       "      <td>-0.456377</td>\n",
       "      <td>-0.651447</td>\n",
       "      <td>-0.627437</td>\n",
       "      <td>-0.713888</td>\n",
       "      <td>-1.054538</td>\n",
       "      <td>-0.733253</td>\n",
       "      <td>-0.565009</td>\n",
       "      <td>-0.721152</td>\n",
       "      <td>-0.638478</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.583210</td>\n",
       "      <td>-0.660266</td>\n",
       "      <td>-0.702914</td>\n",
       "      <td>-1.021008</td>\n",
       "      <td>-0.671483</td>\n",
       "      <td>-0.656742</td>\n",
       "      <td>-0.696190</td>\n",
       "      <td>-0.517717</td>\n",
       "      <td>-0.708232</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.018186</td>\n",
       "      <td>0.050139</td>\n",
       "      <td>0.070816</td>\n",
       "      <td>0.032360</td>\n",
       "      <td>-0.066536</td>\n",
       "      <td>-0.197133</td>\n",
       "      <td>-0.008825</td>\n",
       "      <td>0.097972</td>\n",
       "      <td>-0.054543</td>\n",
       "      <td>0.001565</td>\n",
       "      <td>...</td>\n",
       "      <td>0.020622</td>\n",
       "      <td>-0.007907</td>\n",
       "      <td>-0.068988</td>\n",
       "      <td>-0.224366</td>\n",
       "      <td>0.018518</td>\n",
       "      <td>0.033811</td>\n",
       "      <td>-0.006106</td>\n",
       "      <td>0.128403</td>\n",
       "      <td>0.010684</td>\n",
       "      <td>0.50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.698082</td>\n",
       "      <td>0.544342</td>\n",
       "      <td>0.663322</td>\n",
       "      <td>0.773937</td>\n",
       "      <td>0.687170</td>\n",
       "      <td>0.990549</td>\n",
       "      <td>0.710652</td>\n",
       "      <td>0.724537</td>\n",
       "      <td>0.619426</td>\n",
       "      <td>0.670757</td>\n",
       "      <td>...</td>\n",
       "      <td>0.684300</td>\n",
       "      <td>0.642284</td>\n",
       "      <td>0.597570</td>\n",
       "      <td>0.969732</td>\n",
       "      <td>0.696253</td>\n",
       "      <td>0.703974</td>\n",
       "      <td>0.663593</td>\n",
       "      <td>0.539337</td>\n",
       "      <td>0.707936</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.529055</td>\n",
       "      <td>2.872178</td>\n",
       "      <td>3.926238</td>\n",
       "      <td>3.112910</td>\n",
       "      <td>3.109919</td>\n",
       "      <td>4.020262</td>\n",
       "      <td>3.140423</td>\n",
       "      <td>3.284118</td>\n",
       "      <td>2.979855</td>\n",
       "      <td>3.428910</td>\n",
       "      <td>...</td>\n",
       "      <td>4.479084</td>\n",
       "      <td>3.117681</td>\n",
       "      <td>3.157771</td>\n",
       "      <td>3.994644</td>\n",
       "      <td>3.377383</td>\n",
       "      <td>3.096696</td>\n",
       "      <td>3.377768</td>\n",
       "      <td>2.817960</td>\n",
       "      <td>3.152057</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         feature_0    feature_1    feature_2    feature_3    feature_4  \\\n",
       "count  1000.000000  1000.000000  1000.000000  1000.000000  1000.000000   \n",
       "mean     -0.008362     0.029704     0.025338     0.055661    -0.042355   \n",
       "std       1.023509     0.858969     0.986955     1.016759     1.014688   \n",
       "min      -3.688365    -3.281236    -3.232565    -3.329504    -2.993707   \n",
       "25%      -0.690946    -0.456377    -0.651447    -0.627437    -0.713888   \n",
       "50%       0.018186     0.050139     0.070816     0.032360    -0.066536   \n",
       "75%       0.698082     0.544342     0.663322     0.773937     0.687170   \n",
       "max       3.529055     2.872178     3.926238     3.112910     3.109919   \n",
       "\n",
       "         feature_5    feature_6    feature_7    feature_8    feature_9  ...  \\\n",
       "count  1000.000000  1000.000000  1000.000000  1000.000000  1000.000000  ...   \n",
       "mean     -0.022545    -0.008858     0.066479    -0.041148     0.009788  ...   \n",
       "std       1.403956     1.031227     1.014851     0.952217     0.994735  ...   \n",
       "min      -4.543441    -2.973306    -3.241514    -3.601085    -3.044657  ...   \n",
       "25%      -1.054538    -0.733253    -0.565009    -0.721152    -0.638478  ...   \n",
       "50%      -0.197133    -0.008825     0.097972    -0.054543     0.001565  ...   \n",
       "75%       0.990549     0.710652     0.724537     0.619426     0.670757  ...   \n",
       "max       4.020262     3.140423     3.284118     2.979855     3.428910  ...   \n",
       "\n",
       "        feature_11   feature_12   feature_13   feature_14   feature_15  \\\n",
       "count  1000.000000  1000.000000  1000.000000  1000.000000  1000.000000   \n",
       "mean      0.020218    -0.001955    -0.037517    -0.048433     0.005089   \n",
       "std       0.973651     0.979436     0.992481     1.322137     1.035725   \n",
       "min      -3.033989    -2.799964    -3.307900    -3.836929    -3.836656   \n",
       "25%      -0.583210    -0.660266    -0.702914    -1.021008    -0.671483   \n",
       "50%       0.020622    -0.007907    -0.068988    -0.224366     0.018518   \n",
       "75%       0.684300     0.642284     0.597570     0.969732     0.696253   \n",
       "max       4.479084     3.117681     3.157771     3.994644     3.377383   \n",
       "\n",
       "        feature_16   feature_17   feature_18   feature_19      target  \n",
       "count  1000.000000  1000.000000  1000.000000  1000.000000  1000.00000  \n",
       "mean      0.038263    -0.020192     0.021475    -0.005455     0.50000  \n",
       "std       1.016628     1.010810     0.818102     1.021241     0.50025  \n",
       "min      -3.375579    -3.922400    -2.787107    -3.250333     0.00000  \n",
       "25%      -0.656742    -0.696190    -0.517717    -0.708232     0.00000  \n",
       "50%       0.033811    -0.006106     0.128403     0.010684     0.50000  \n",
       "75%       0.703974     0.663593     0.539337     0.707936     1.00000  \n",
       "max       3.096696     3.377768     2.817960     3.152057     1.00000  \n",
       "\n",
       "[8 rows x 21 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate descriptive statistics\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAGDCAYAAADpkpxbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAY8UlEQVR4nO3de7SldX3f8c9XBiGIym2KMgOOVVpDE0WdIFGbZXTVilUhUSlWBS0JvWhXsuzS0NaqcZlUW623GFdpUEFTEa9camoJalyxgg6KCF7qaKXDTUZQvFUN+u0f+xlzIDPDmd+cPecc5vVa66zz7N/z7Gd/z/wxvOfh2ftUdwcAANh191juAQAAYLUS0wAAMEhMAwDAIDENAACDxDQAAAwS0wAAMEhMA6xCVfW4qrpuCc/3mKr6alV9v6pOWqrzAtzdiWlgr1dV/6SqNk0heWNV/VlVPXYPvG5X1YN3sv95VfXTaa7vVtWVVfWUgdd5R1W96i4Oe2WSP+ruA7v7Q7v6GoOvOTfL/frA3kNMA3u1qnpRkjck+cMkhyc5KskfJzlxGcda6FPdfWCSg5KcneT8qjp4Dq/zgCTXjDyxqtYs8SxzOSfAPIhpYK9VVffN7IrsC7r7A939g+7+q+6+qLtfPB2zX1W9oapumL7eUFX7TfueV1V/eadz/vxq83R19C1V9d+r6ntVdXlVPWja94npKZ+frjz/453N2t0/S/K2JL+Q5EHb+Vl+sao+XlXfqaprqupp0/oZSZ6d5CXT61y0ned+LcnfTnLRdMx+VXVEVV1YVbdW1eaq+u0Fx7+iqt5XVe+qqu8med6dzrfd16yqM6vqa9OfxRer6jcWPOd5VfXJqnp9Vd2S5BVVdWhVXTRdlf9MVb1q4Z93VT2kqi6ZZvxKVZ282J8ZYKn4lz+wN/vVJPsn+eBOjvl3SY5PcmySTnJBkpcm+feLfI1TkpyQ5LNJzknyB0lO6e5fq6pO8rDu3nxXJ5mu1P5Wku8n+WqShy/Yt2+SizKL7ScmeWySC6pqY3efVVWPTnJdd790e+fu7gdV1TeS/FZ3//l0zvOSXJ3kiCQPSXJJVX2tuz86Pe3EJM9McmqS/e50vh295teS/P0kN03PfVdVPbi7b5z2PyrJeZn9H4J9k7w9yQ+S3C/JhiQfSXLtNN+9klyS5GWZ/fn+8jTj1Yv5mQGWiivTwN7s0CTf6u7bd3LMs5O8srtv7u6tSX4/yXN34TU+2N2fnl7jTzOL8l1xfFV9J7MAfVaS3+ju2+58TJIDk7y6u38yBe/F0/G7rKqOTPKYJL/X3T/q7iuT/Elm4bzNp7r7Q939s+7+f4s5b3e/t7tvmJ7znsz+UXDcgkNu6O43T39WP0ny9CQv7+4fdvcXM/vHyDZPSfKN7n57d9/e3Z9L8v7MIh1gj3FlGtib3ZLksKpas5OgPiLT1dDJtdPaYt20YPuHmUXvrrisu+/qzZBHJNky3QqyzbVJ1u3iay08363d/b07nW/jgsdbdvWkVXVqkhdldpU5mf1ZHLaDc67N7L9RW3aw/wFJHjX9Q2ObNUneuatzAewOV6aBvdmnkvw4yUk7OeaGzMJtm6OmtWR2C8IB23ZU1f2WeL7FuiHJkVW18O/0o5JcP233wPkOqap77+B8iznnHfZX1QOS/NckL0xyaHcflNltJLWD52xNcnuS9QvWjlywvSXJX3T3QQu+Duzuf7HI+QCWhJgG9lrT7RIvS/KWqjqpqg6oqn2r6oSq+o/TYe9O8tKqWltVh03Hv2va9/kkf6+qjq2q/ZO8YhdH+GZmb/zbXZdndtX7JdP8j0vy1MzuP97l1+nuLUn+V5L/UFX7V9VDk5yev/65F+POr3mvzAJ3a5JU1fOT/NJOZvhpkg9k9kbEA6rqIbnjbSYXJ/k7VfXc6Wfet6p+pap+cQevDzAXYhrYq3X36zK79eClmYXelsyunn5oOuRVSTYluSrJFzJ7I+Grpuf+78w+DeTPM7v/9w6f7LEIr0hyzvQJHCfvxs/wk8zi+YQk38rso/1O7e4vT4ecneSY6XU+tMjTPiuz2zFuyOwNmi/f9ubERbrDa073PL8us/8b8M3M3jD4ybs4xwuT3DezW2Xemdk/bH6cJNMtKE/M7A2eN0zHvCZ//WbIkZ8ZYJdVt/8TBsDKV1WvSXK/7j5tuWcB2MaVaQBWpOlzpB9aM8dldqvJzj7GEGCP82keAKxU987s1o4jMrs15HWZfc43wIrhNg8AABjkNg8AABgkpgEAYNCqvmf6sMMO6w0bNiz3GAAA3M1dccUV3+rutXdeX9UxvWHDhmzatGm5xwAA4G6uqq7d3rrbPAAAYJCYBgCAQWIaAAAGiWkAABgkpgEAYJCYBgCAQWIaAAAGiWkAABgkpgEAYJCYBgCAQXON6ar6RlV9oaqurKpN09ohVXVJVX11+n7wtF5V9aaq2lxVV1XVI+Y5GwAA7K49cWX617v72O7eOD0+M8ml3X10kkunx0lyQpKjp68zkrx1D8wGAADDluM2jxOTnDNtn5PkpAXr5/bMZUkOqqr7L8N8AACwKGvmfP5O8j+rqpP8l+4+K8nh3X3jtP+mJIdP2+uSbFnw3OumtRsXrKWqzsjsynWOOuqoOY6+eI988bnLPQKwClzxn05d7hFWjP/7yl9e7hGAVeKol31huUfYqXnH9GO7+/qq+ltJLqmqLy/c2d09hfaiTUF+VpJs3Lhxl54LAABLaa63eXT39dP3m5N8MMlxSb657faN6fvN0+HXJzlywdPXT2sAALAizS2mq+peVXXvbdtJnpjk6iQXJjltOuy0JBdM2xcmOXX6VI/jk9y24HYQAABYceZ5m8fhST5YVdte57919/+oqs8kOb+qTk9ybZKTp+M/nOTJSTYn+WGS589xNgAA2G1zi+nu/nqSh21n/ZYkT9jOeid5wbzmAQCApeY3IAIAwCAxDQAAg8Q0AAAMEtMAADBITAMAwCAxDQAAg8Q0AAAMEtMAADBITAMAwCAxDQAAg8Q0AAAMEtMAADBITAMAwCAxDQAAg8Q0AAAMEtMAADBITAMAwCAxDQAAg8Q0AAAMEtMAADBITAMAwCAxDQAAg8Q0AAAMEtMAADBITAMAwCAxDQAAg8Q0AAAMEtMAADBITAMAwCAxDQAAg8Q0AAAMEtMAADBITAMAwCAxDQAAg8Q0AAAMEtMAADBITAMAwCAxDQAAg8Q0AAAMEtMAADBITAMAwCAxDQAAg8Q0AAAMEtMAADBITAMAwCAxDQAAg8Q0AAAMEtMAADBITAMAwCAxDQAAg8Q0AAAMEtMAADBITAMAwKC5x3RV7VNVn6uqi6fHD6yqy6tqc1W9p6ruOa3vNz3ePO3fMO/ZAABgd+yJK9O/k+RLCx6/Jsnru/vBSb6d5PRp/fQk357WXz8dBwAAK9ZcY7qq1if5R0n+ZHpcSR6f5H3TIeckOWnaPnF6nGn/E6bjAQBgRZr3lek3JHlJkp9Njw9N8p3uvn16fF2SddP2uiRbkmTaf9t0/B1U1RlVtamqNm3dunWOowMAwM7NLaar6ilJbu7uK5byvN19Vndv7O6Na9euXcpTAwDALlkzx3M/JsnTqurJSfZPcp8kb0xyUFWtma4+r09y/XT89UmOTHJdVa1Jct8kt8xxPgAA2C1zuzLd3f+mu9d394YkpyT5aHc/O8nHkjxjOuy0JBdM2xdOjzPt/2h397zmAwCA3bUcnzP9e0leVFWbM7sn+uxp/ewkh07rL0py5jLMBgAAizbP2zx+rrs/nuTj0/bXkxy3nWN+lOSZe2IeAABYCn4DIgAADBLTAAAwSEwDAMAgMQ0AAIPENAAADBLTAAAwSEwDAMAgMQ0AAIPENAAADBLTAAAwSEwDAMAgMQ0AAIPENAAADBLTAAAwSEwDAMAgMQ0AAIPENAAADBLTAAAwSEwDAMAgMQ0AAIPENAAADBLTAAAwSEwDAMAgMQ0AAIPENAAADBLTAAAwSEwDAMAgMQ0AAIPENAAADBLTAAAwSEwDAMAgMQ0AAIPENAAADBLTAAAwSEwDAMAgMQ0AAIPENAAADBLTAAAwSEwDAMAgMQ0AAIPENAAADBLTAAAwSEwDAMAgMQ0AAIPENAAADBLTAAAwSEwDAMAgMQ0AAIPENAAADBLTAAAwSEwDAMAgMQ0AAIPENAAADJpbTFfV/lX16ar6fFVdU1W/P60/sKour6rNVfWeqrrntL7f9HjztH/DvGYDAIClMM8r0z9O8vjufliSY5M8qaqOT/KaJK/v7gcn+XaS06fjT0/y7Wn99dNxAACwYs0tpnvm+9PDfaevTvL4JO+b1s9JctK0feL0ONP+J1RVzWs+AADYXXO9Z7qq9qmqK5PcnOSSJF9L8p3uvn065Lok66btdUm2JMm0/7Ykh27nnGdU1aaq2rR169Z5jg8AADs115ju7p9297FJ1ic5LslDluCcZ3X3xu7euHbt2t09HQAADNsjn+bR3d9J8rEkv5rkoKpaM+1an+T6afv6JEcmybT/vklu2RPzAQDAiHl+msfaqjpo2v6FJP8gyZcyi+pnTIedluSCafvC6XGm/R/t7p7XfAAAsLvW3PUhw+6f5Jyq2iezaD+/uy+uqi8mOa+qXpXkc0nOno4/O8k7q2pzkluTnDLH2QAAYLfNLaa7+6okD9/O+tczu3/6zus/SvLMec0DAABLzW9ABACAQWIaAAAGiWkAABgkpgEAYJCYBgCAQWIaAAAGLSqmq+rSxawBAMDeZKefM11V+yc5IMlhVXVwkpp23SfJujnPBgAAK9pd/dKWf5bkd5MckeSK/HVMfzfJH81vLAAAWPl2GtPd/cYkb6yqf9Xdb95DMwEAwKqwqF8n3t1vrqpHJ9mw8Dndfe6c5gIAgBVvUTFdVe9M8qAkVyb56bTcScQ0AAB7rUXFdJKNSY7p7p7nMAAAsJos9nOmr05yv3kOAgAAq81ir0wfluSLVfXpJD/ettjdT5vLVAAAsAosNqZfMc8hAABgNVrsp3n8xbwHAQCA1Waxn+bxvcw+vSNJ7plk3yQ/6O77zGswAABY6RZ7Zfre27arqpKcmOT4eQ0FAACrwWI/zePneuZDSf7h0o8DAACrx2Jv8/jNBQ/vkdnnTv9oLhMBAMAqsdhP83jqgu3bk3wjs1s9AABgr7XYe6afP+9BAABgtVnUPdNVtb6qPlhVN09f76+q9fMeDgAAVrLFvgHx7UkuTHLE9HXRtAYAAHutxcb02u5+e3ffPn29I8naOc4FAAAr3mJj+paqek5V7TN9PSfJLfMcDAAAVrrFxvQ/TXJykpuS3JjkGUmeN6eZAABgVVjsR+O9Mslp3f3tJKmqQ5K8NrPIBgCAvdJir0w/dFtIJ0l335rk4fMZCQAAVofFxvQ9qurgbQ+mK9OLvaoNAAB3S4sN4tcl+VRVvXd6/MwkfzCfkQAAYHVY7G9APLeqNiV5/LT0m939xfmNBQAAK9+ib9WY4llAAwDAZLH3TAMAAHcipgEAYJCYBgCAQWIaAAAGiWkAABgkpgEAYJCYBgCAQWIaAAAGiWkAABgkpgEAYJCYBgCAQWIaAAAGiWkAABgkpgEAYJCYBgCAQWIaAAAGiWkAABgkpgEAYJCYBgCAQXOL6ao6sqo+VlVfrKprqup3pvVDquqSqvrq9P3gab2q6k1VtbmqrqqqR8xrNgAAWArzvDJ9e5J/3d3HJDk+yQuq6pgkZya5tLuPTnLp9DhJTkhy9PR1RpK3znE2AADYbXOL6e6+sbs/O21/L8mXkqxLcmKSc6bDzkly0rR9YpJze+ayJAdV1f3nNR8AAOyuPXLPdFVtSPLwJJcnOby7b5x23ZTk8Gl7XZItC5523bQGAAAr0txjuqoOTPL+JL/b3d9duK+7O0nv4vnOqKpNVbVp69atSzgpAADsmrnGdFXtm1lI/2l3f2Ba/ua22zem7zdP69cnOXLB09dPa3fQ3Wd198bu3rh27dr5DQ8AAHdhnp/mUUnOTvKl7v7PC3ZdmOS0afu0JBcsWD91+lSP45PctuB2EAAAWHHWzPHcj0ny3CRfqKorp7V/m+TVSc6vqtOTXJvk5Gnfh5M8OcnmJD9M8vw5zgYAALttbjHd3X+ZpHaw+wnbOb6TvGBe8wAAwFLzGxABAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGDQ3GK6qt5WVTdX1dUL1g6pqkuq6qvT94On9aqqN1XV5qq6qqoeMa+5AABgqczzyvQ7kjzpTmtnJrm0u49Ocun0OElOSHL09HVGkrfOcS4AAFgSc4vp7v5EklvvtHxiknOm7XOSnLRg/dyeuSzJQVV1/3nNBgAAS2FP3zN9eHffOG3flOTwaXtdki0LjrtuWgMAgBVr2d6A2N2dpHf1eVV1RlVtqqpNW7duncNkAACwOHs6pr+57faN6fvN0/r1SY5ccNz6ae1v6O6zuntjd29cu3btXIcFAICd2dMxfWGS06bt05JcsGD91OlTPY5PctuC20EAAGBFWjOvE1fVu5M8LslhVXVdkpcneXWS86vq9CTXJjl5OvzDSZ6cZHOSHyZ5/rzmAgCApTK3mO7uZ+1g1xO2c2wnecG8ZgEAgHnwGxABAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAYAgEFiGgAABolpAAAYJKYBAGDQiorpqnpSVX2lqjZX1ZnLPQ8AAOzMionpqtonyVuSnJDkmCTPqqpjlncqAADYsRUT00mOS7K5u7/e3T9Jcl6SE5d5JgAA2KGVFNPrkmxZ8Pi6aQ0AAFakNcs9wK6qqjOSnDE9/H5VfWU554EdOCzJt5Z7CFaWeu1pyz0CrHT+7uRvenkt9wTbPGB7iysppq9PcuSCx+untTvo7rOSnLWnhoIRVbWpuzcu9xwAq4m/O1mNVtJtHp9JcnRVPbCq7pnklCQXLvNMAACwQyvmynR3315VL0zykST7JHlbd1+zzGMBAMAOrZiYTpLu/nCSDy/3HLAE3IoEsOv83cmqU9293DMAAMCqtJLumQYAgFVFTMMSq6onVdVXqmpzVZ253PMArHRV9baqurmqrl7uWWBXiWlYQlW1T5K3JDkhyTFJnlVVxyzvVAAr3juSPGm5h4ARYhqW1nFJNnf317v7J0nOS3LiMs8EsKJ19yeS3Lrcc8AIMQ1La12SLQseXzetAQB3Q2IaAAAGiWlYWtcnOXLB4/XTGgBwNySmYWl9JsnRVfXAqrpnklOSXLjMMwEAcyKmYQl19+1JXpjkI0m+lOT87r5meacCWNmq6t1JPpXk71bVdVV1+nLPBIvlNyACAMAgV6YBAGCQmAYAgEFiGgAABolpAAAYJKYBAGCQmAZYharqoKr6l3vgdU6qqmPm/ToAq5WYBlidDkqy6JiumZG/809KIqYBdsDnTAOsQlV1XpITk3wlyceSPDTJwUn2TfLS7r6gqjZk9guELk/yyCRPTnJqkuck2ZpkS5Iruvu1VfWgJG9JsjbJD5P8dpJDklyc5Lbp6+nd/bU99TMCrAZrlnsAAIacmeSXuvvYqlqT5IDu/m5VHZbksqra9mvsj05yWndfVlW/kuTpSR6WWXR/NskV03FnJfnn3f3VqnpUkj/u7sdP57m4u9+3J384gNVCTAOsfpXkD6vq15L8LMm6JIdP+67t7sum7cckuaC7f5TkR1V1UZJU1YFJHp3kvVW17Zz77anhAVYzMQ2w+j07s9szHtndf1VV30iy/7TvB4t4/j2SfKe7j53PeAB3X96ACLA6fS/Jvaft+ya5eQrpX0/ygB0855NJnlpV+09Xo5+SJN393ST/p6qemfz8zYoP287rAHAnYhpgFeruW5J8sqquTnJsko1V9YXM3mD45R085zNJLkxyVZI/S/KFzN5YmMyubp9eVZ9Pck1mb25MkvOSvLiqPje9SRGABXyaB8BepKoO7O7vV9UBST6R5Izu/uxyzwWwWrlnGmDvctb0S1j2T3KOkAbYPa5MAwDAIPdMAwDAIDENAACDxDQAAAwS0wAAMEhMAwDAIDENAACD/j9Ui3fLhbvCBgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create two count plots using seaborn\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "# Count plot for target\n",
    "sns.countplot(x='target', data=df)\n",
    "\n",
    "plt.title('Count Plot for target')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train shape: (800, 20)\n",
      "y_train shape: (800, 1)\n",
      "X_test shape: (200, 20)\n",
      "y_test shape: (200, 1)\n"
     ]
    }
   ],
   "source": [
    "# We create testing and training splits using the train_test_split() function, with 80% of the data used for training and the remaining 20% for testing.\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_df, y_df, test_size=0.2, random_state=random_state)\n",
    "\n",
    "# Perform feature scaling (StandardScaler)\n",
    "# This is an important preprocessing step for the KNN algorithm because it is sensitive to the scale of the features. \n",
    "# By scaling the features, we ensure that each feature contributes equally to the distance metric used by the KNN classifier.\n",
    "scaler = StandardScaler()\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "X_test_scaled = scaler.transform(X_test)\n",
    "\n",
    "# Show the shape\n",
    "print(\"X_train shape:\", X_train.shape)\n",
    "print(\"y_train shape:\", y_train.shape)\n",
    "print(\"X_test shape:\", X_test.shape)\n",
    "print(\"y_test shape:\", y_test.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 762.375x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pair plot for the last 4 features and target using seaborn\n",
    "sns.pairplot(df.iloc[:,16:], hue='target', diag_kind='hist')\n",
    "plt.suptitle('Pair Plot for the Last 4 Features and Target', y=1.02)\n",
    "plt.show()\n",
    "\n",
    "# Heatmap of the correlation matrix using seaborn\n",
    "plt.figure(figsize=(12, 10))\n",
    "sns.heatmap(df.corr(), annot=True, cmap='coolwarm', fmt='.2f')\n",
    "plt.title('Heatmap of the Correlation Matrix')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN Classifier with n_neighbors=1:\n",
      "Accuracy: 0.77\n",
      "\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.71      0.86      0.78        93\n",
      "           1       0.85      0.69      0.76       107\n",
      "\n",
      "    accuracy                           0.77       200\n",
      "   macro avg       0.78      0.78      0.77       200\n",
      "weighted avg       0.78      0.77      0.77       200\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN Classifier with n_neighbors=3:\n",
      "Accuracy: 0.775\n",
      "\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.72      0.85      0.78        93\n",
      "           1       0.84      0.71      0.77       107\n",
      "\n",
      "    accuracy                           0.78       200\n",
      "   macro avg       0.78      0.78      0.77       200\n",
      "weighted avg       0.79      0.78      0.77       200\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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G1dqIE5mZ5ZLz4SNzImJMN/N6A7sAp0XEJEnn06UZGREhqeaJ8m5amlluDersnw5Mj4hJafxqssT2gqThAOnv7FoFOZGZWS6BWN7eVtdQtZyIWcA0SR03gtsPmEJ24vxxadpxwHW1YnLT0sxya+AJsacBv0pX/zwFfIysgnWVpBOAZ4EjahXiRGZmuUS+zv4aZcX9wMr60PbLU44TmZnlFgU7s9+JzMxyWrMXhNfDiczMcnONzMxKLQKWtzuRmVnJrVW38TGznidw09LMSs+d/WbWAxTteZ9OZGaWm5uWZlZq2VHLYl2m7URmZrm5aWlmpeempZmVWiAnMjMrv4K1LJ3IzCyngPAlSmZWdm5amlnpleaopaQfUqUpHBGnNyUiMyu0sl1rObnKPDNbWwVQlkQWEeMqxyWtGxGvNT8kMyu6ojUta15nIGl3SVOAR9P4jpIubHpkZlZQItrrG9aUei6Y+j5wADAXICIeAPZuYkxmVnRR57CG1HXUMiKmSZ2y6/LmhGNmhRfl6uzvME3SHkBI6gOcATzS3LDMrNAK1kdWTyL7BHA+sBnwPDAeOLWZQZlZ0TWmRibpGWA+WStvWUSMkTQI+A2wBfAMcEREvFytnJqJLCLmAMesZrxm1pO0N7S0d6Y80+EsYEJEnCvprDT+hWoF1HPU8k2SbpD0oqTZkq6T9KbVi9vMSqvjPLJ6hlVzKNBx+tc44LBaK9Rz1PLXwFXAcGBT4LfAFasWn5n1BBH1DcAQSZMrhpO6FgXcLOneinnDImJmej0LGFYrnnr6yNaNiMsqxi+X9Lk61jOznqr+zv45ETGmyvy9ImKGpI2BWyQ92mkzESGp5taqXWs5KL38U2qnXkkW/pHAjTXDN7Oeq0GnX0TEjPR3tqRrgV2BFyQNj4iZkoYDs2uVU61Gdi9Z4uqI+OTK7QNfXKXIzaz0ateR6ihDWg9oi4j56fX+wDnA9cBxwLnp73W1yqp2reWWqx+qmfU4IWjM5UfDgGvTyfa9gV9HxE2S7gGuknQC8CxwRK2C6jqzX9IOwGhgnY5pEfHLVQjczHqCBtTIIuIpYMeVTJ8L7JenrJqJTNLXgLFkiexG4CDgTsCJzGxtVbAz++s5/eJDZNlxVkR8jCyDDmhqVGZWbCW8aHxRRLRLWiZpQ7IjCCObHJeZFVWZbqxYYbKkgcBPyI5kLgDuamZQZlZsjThq2Uj1XGt5Snp5saSbgA0j4sHmhmVmhVaWRCZpl2rzIuK+5oRkZkVXphrZd6rMC2DfBsfCo9OGstdpJ9de0ArjyueqfUysaA45eH5jCipLH1lEvHNNBmJmJbGGj0jWww/oNbP8nMjMrOzU2BsrrjYnMjPLr2A1snruECtJH5H01TQ+StKuzQ/NzIpIUf+wptRzidKFwO7A0Wl8PnBB0yIys+Jr7q2uc6unablbROwi6R8AEfGypL5NjsvMiqxgTct6EtlSSb1IoUsaSqOfoWJmpVKmE2I7/AC4FthY0v+Q3Q3jK02NysyKK0p41DIifiXpXrJb+Qg4LCL8pHGztVnZamSSRgGvATdUTouI55oZmJkVWNkSGfBH3ngIyTrAlsBUYPsmxmVmBVa6PrKIeGvleLorxindLG5mtsblPrM/Iu6TtFszgjGzkihbjUzSmRWjbcAuwPNNi8jMiq2MRy2BDSpeLyPrM7umOeGYWSmUqUaWToTdICI+u4biMbOCEyXq7JfUOyKWSdpzTQZkZiVQlkQG3E3WH3a/pOuB3wILO2ZGxO+aHJuZFVGD72yRWn6TgRkRcYikLYErgcFkT247NiKWVCujnrtfrAPMJbtH/yHAe9NfM1tbtdc51OcMoPJqofOA70XEm4GXgRNqFVAtkW2cjlg+BPwz/X04/X2o7hDNrMdp1P3IJI0A3gP8NI2LrNJ0dVpkHHBYrXKqNS17AeuT9e11VbAWspmtUfVngCGSJleMXxIRl1SMfx/4PG+cHTEYmBcRy9L4dGCzWhuplshmRsQ5dYdrZmuHfE9RmhMRY1Y2Q9IhwOyIuFfS2NUJqVoiK9aD68ysMBrU2b8n8D5JB5P1xW8InA8M7DhrAhgBzKhVULU+sv0aEamZ9UBR51CtiIgvRsSIiNgCOAq4NSKOAW4ju+8hwHHAdbXC6TaRRcRLtVY2s7WT2usbVtEXgDMlPUHWZ3ZprRX8ODgzy6cJTxqPiInAxPT6KSDXk9qcyMwsF1G8DnQnMjPLr2AnYDmRmVlupblo3MysW05kZlZqJb2xoplZZ66RmVnZuY/MzMrPiczMys41MjMrtyDPTRPXCCcyM8ulVA8fMTPrlhOZmZWdoliZzInMzPJpwt0vVpcTmZnl5j4yMys9X6JkZuXnGpmZlVqDnzTeCE5kZpafE5mZlZlPiDWzHkHtxcpkTmRmlo/PI+vZ+vZexo8+dQN9ey+nV1tw2/1b8rMbx/CBvR/iiLEPMWLoq7znrI/yysJ1Wh2qJbOe7M/Fp267YvzF59bhsDOf490nPs+Enw/n1l8Op60teNu+L3P4l59pXaAFs9acfiHpZ8AhwOyI2KFZ2ymSJct6ccYPDmHRkj70amvnok9fx6QpI/nnU5vwt4c254en39DqEK2LTbZaxNk33Q9A+3L4zK67svOBc3n0bwP4x82DOfumf9CnX/DqnD6tDbRoClYj6/ZJ4w3wC+DAJpZfQGLRkuwD37tXO716tRMhHp8+hFkvbdDi2KyWKX8dyMajXmfIiMXcdtkmHHzKNPr0y76xGw5Z2uLoikVR31C1DGkdSXdLekDSw5K+nqZvKWmSpCck/UZS31rxNK1GFhG3S9qiWeUXVZvaufTz17LZ0Fe49vbtmfLsxq0Oyep09/VD2fXQFwF44en+PHb3AH737S3o06+dI77yNFvuuKDFERZEAI25aHwxsG9ELJDUB7hT0p+AM4HvRcSVki4GTgAuqlZQM2tkdZF0kqTJkiYvXVz+D0p7tPGx8z7IB/7rGN6y+Wy2HP5Sq0OyOixbIh64ZRBj3jMHgOXLxMJXevPl6x7g8C8/zcWnbNeg727PoPb6hmoi0/Gl75OGAPYFrk7TxwGH1Yqn5YksIi6JiDERMaZPv/VbHU7DLFjUj/se35S3v2Vaq0OxOvxz4kaM2mEBA4ZmTchBw5fwbwfORYI37bQAKVjwko+NwRvnkdXZtBzSUVFJw0mdypJ6SbofmA3cAjwJzIuIZWmR6cBmtWJqeSLrSQauv4j1+y8GoG+fZfz7djN49oWBrQ3K6jLpuqHslpqVADvvP5dH7xoAwKyn1mHZ0jbWH7Ssu9XXLhH1DzCno6KShks6FxXLI2InYASwK7DdqoTkn5gGGrzha3z5IxNpawvaFNz6jzfxt4c350P7PMSH93uAQRu+xrgvXs1dD4/kvCv2aXW4lix+rY0pdwzko998YsW0vY58gZ9/bmv+610707tvcMJ3H0NqYZAF0+gz+yNinqTbgN2BgZJ6p1rZCGBGrfWbefrFFcBYsqrldOBrEXFps7ZXBE8+P5iPf+uD/zL96r/swNV/WSvOQCmlfuu284MHJ3Wa1rtv8B/nP9aiiEqgAYlM0lBgaUpi/YF3A+cBtwEfAq4EjgOuq1VWM49aHt2sss2stRpUIxsOjJPUi6yb66qI+IOkKcCVkr4B/AOoWQFy09LM8glg+epnsoh4ENh5JdOfIusvq5sTmZnl5rtfmFn5FeykOicyM8vNNTIzKzffxsfMyk6AGtDZ30hOZGaWm580bmbl5qalmZVf+KilmZWfj1qaWfm5RmZmpRY+amlmPUGx8pgTmZnl59MvzKz8nMjMrNQCWFse0GtmPZMINy3NrAdoL1aVzInMzPJx09LMegI3Lc2s/JzIzKzcfNG4mZVdg56i1EhOZGaWm/vIzKz8nMjMrNQCaC9WImtrdQBmVjaps7+eoQpJIyXdJmmKpIclnZGmD5J0i6TH09+NakXkRGZm+TUgkQHLgM9ExGjg7cCpkkYDZwETImJrYEIar8qJzMzyCWB5e31DtWIiZkbEfen1fOARYDPgUGBcWmwccFitkNxHZmY5BUTd1ygNkTS5YvySiLik60KStgB2BiYBwyJiZpo1CxhWayNOZGaWX/1HLedExJhqC0haH7gG+FREvCqpYjMRUu1HnbhpaWb5dBy1rGeoQVIfsiT2q4j4XZr8gqThaf5wYHatcpzIzCy/xhy1FHAp8EhEfLdi1vXAcen1ccB1tcJx09LM8mvMCbF7AscC/5R0f5r2JeBc4CpJJwDPAkfUKsiJzMzyiYDlyxtQTNwJqJvZ++Upy4nMzPLzJUpmVnpOZGZWbvUdkVyTnMjMLJ+AqP+E2DXCiczM8qtx+dGa5kRmZvlE+HFwZtYDuLPfzMouXCMzs3LzU5TMrOwKeKtrJzIzyyWAaMAlSo3kRGZm+USuGyuuEU5kZpZbuGlpZqVXsBqZokBHHyS9SHb/oZ5mCDCn1UFYLj31Pds8IoauTgGSbiLbP/WYExEHrs726lGoRNZTSZpc677lVix+z8rFt7o2s9JzIjOz0nMiWzP+5Tl+Vnh+z0rEfWRmVnqukZlZ6TmRmVnpOZE1kaQDJU2V9ISks1odj9Um6WeSZkt6qNWxWP2cyJpEUi/gAuAgYDRwtKTRrY3K6vALoOkncFpjOZE1z67AExHxVEQsAa4EDm1xTFZDRNwOvNTqOCwfJ7Lm2QyYVjE+PU0zswZzIjOz0nMia54ZwMiK8RFpmpk1mBNZ89wDbC1pS0l9gaOA61sck1mP5ETWJBGxDPgkMB54BLgqIh5ubVRWi6QrgLuAbSVNl3RCq2Oy2nyJkpmVnmtkZlZ6TmRmVnpOZGZWek5kZlZ6TmRmVnpOZCUiabmk+yU9JOm3ktZdjbJ+IelD6fVPq13QLmmspD1WYRvPSPqXp+10N73LMgtybutsSZ/NG6P1DE5k5bIoInaKiB2AJcAnKmdKWqXnlEbEiRExpcoiY4HcicxsTXEiK687gDen2tIdkq4HpkjqJenbku6R9KCkkwGU+VG6P9qfgY07CpI0UdKY9PpASfdJekDSBElbkCXMT6fa4DskDZV0TdrGPZL2TOsOlnSzpIcl/RRQrX9C0u8l3ZvWOanLvO+l6RMkDU3TtpJ0U1rnDknbNWRvWqn5SeMllGpeBwE3pUm7ADtExNMpGbwSEf8uqR/wV0k3AzsD25LdG20YMAX4WZdyhwI/AfZOZQ2KiJckXQwsiIj/S8v9GvheRNwpaRTZ1QtvAb4G3BkR50h6D1DPWfEfT9voD9wj6ZqImAusB0yOiE9L+moq+5NkDwX5REQ8Lmk34EJg31XYjdaDOJGVS39J96fXdwCXkjX57o6Ip9P0/YG3dfR/AQOArYG9gSsiYjnwvKRbV1L+24HbO8qKiO7uy/UuYLS0osK1oaT10zY+kNb9o6SX6/ifTpf0/vR6ZIp1LtAO/CZNvxz4XdrGHsBvK7bdr45tWA/nRFYuiyJip8oJ6Qu9sHIScFpEjO+y3MENjKMNeHtEvL6SWOomaSxZUtw9Il6TNBFYp5vFI213Xtd9YOY+sp5nPPCfkvoASNpG0nrA7cCRqQ9tOPDOlaz7d2BvSVumdQel6fOBDSqWuxk4rWNE0k7p5e3Ah9O0g4CNasQ6AHg5JbHtyGqEHdqAjlrlh8marK8CT0s6PG1DknassQ1bCziR9Tw/Jev/ui89QOPHZDXva4HH07xfkt3hoZOIeBE4iawZ9wBvNO1uAN7f0dkPnA6MSQcTpvDG0dOvkyXCh8mamM/ViPUmoLekR4BzyRJph4XArul/2Bc4J00/Bjghxfcwvn244btfmFkP4BqZmZWeE5mZlZ4TmZmVnhOZmZWeE5mZlZ4TmZmVnhOZmZXe/wOS8MNSUUWJpwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN Classifier with n_neighbors=5:\n",
      "Accuracy: 0.785\n",
      "\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.72      0.87      0.79        93\n",
      "           1       0.86      0.71      0.78       107\n",
      "\n",
      "    accuracy                           0.79       200\n",
      "   macro avg       0.79      0.79      0.78       200\n",
      "weighted avg       0.80      0.79      0.78       200\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN Classifier with n_neighbors=7:\n",
      "Accuracy: 0.805\n",
      "\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.75      0.88      0.81        93\n",
      "           1       0.88      0.74      0.80       107\n",
      "\n",
      "    accuracy                           0.81       200\n",
      "   macro avg       0.81      0.81      0.80       200\n",
      "weighted avg       0.82      0.81      0.80       200\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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R6dOnEx0d7etwGo0lAhOQikrKOHDaqcLZd/LLap39p/IoKvmyOicmvBUp7SNJ69+h8mDfMyGSLjFhfjGMsfGusrKyykHixo0b12wGiWtslgiMXztbUHxB3f2+rDwOnymgvEp1TpfoMFLaRzK6ojonIZKU9ladYy7u2LFjpKenc/z4cQYOHNisBolrbJYITLNXXq4czSn8siqn4uw+K69av/uK6pyBXaK4cWiXysba5PgIwlpbdY7xTGlpKStWrGDVqlWEh4dz++23N+m0kb5gicA0G+dLyzhwqqBGY20e+7PyKSz58o7a6PBWpCREMrGvW53TPoKUhLZWnWMaxZkzZ1i9ejVDhgxh8uTJhIWF+Tokr7NEYJpcTkEJe7Nyq9Xd78vK41CV6hxweuf0TIhkVI+4yqqcngkRxEW28V3wJiAVFxeza9cuhgwZ4heDxDU2SwTGK8rLlWPnitzG2rxqN13VVp0zoHMUM4d2oWdCBCntI+kRH2nVOaZJ7N27l3nz5pGTk0Pnzp39YpC4xmaJwFyWiuqcfVlVDvjuHbZVq3OiwpzeORP7dnCqctwG264x4VadY3yioKCAJUuWsGXLFuLj47n//vv9ZpC4xmaJwHgkp7DkyzFzqtTh16zO6RIdRs/2kYwcGefW3Ts3XNmQx6Y5qRgk7syZM4wdO5ZrrrnGrwaJa2zBu+emXuXlytytR3lh2R72ZeVXvt66RQjJFdU5QzpX3lnbIyGC8Nb2J2War/z8fMLDwwkJCWHSpElER0fTsWNHX4flc/Zfay6gqizdeYJfLd3NZ8dz6duxLd+7rm9ldU5irFXnGP+iqmzevJklS5YwceJEUlNT/XqQuMZmicBUUlVW7T3Nz5d8zpbDZ0mOj+CFO4cxfVAnGzTN+K2zZ88yd+5c9u/fT1JSEsnJyb4OqdmxRGAA2HDwDD9f/Dlr95+hc1QoP71lELcM72pDJBu/tmXLFubPn4+IMG3aNFJTU62tqhaWCILcjqM5/HLJbv792UniI1vzzIz+zL4yiTYtreum8X+RkZF069aN6dOnExUV5etwmi1LBEFqX1Yev1q6m/lbj9EutCXfntqH+67qbo29xq+VlZWxatUqVJVx48bRs2dPevbs6euwmj37rw8yh88U8Ntle/jnxkxCW7XgsWtT+NrYHkSFtfJ1aMZclmPHjvHBBx9w4sQJBg0aVDlInKmfJYIgcfJcES9+tJe31x1CRLj/6mQeGt+TeBuuwfi5kpISVqxYwerVq4mIiGDWrFnWI6iBvJoIRGQq8FugBfAnVf1JjfeTgNeBaLfMd1V1gTdjCjbZ+cX8YeU+Xl99gNIy5bbURB6fmEKnqMAfSMsEh+zsbNasWcPQoUNJS0sLikHiGpuoav2lLmXFIi2A3UAakAlkAHeq6s4qZV4BNqnq70WkP7BAVbvXtd7U1FRdv369V2IOJLlFJbz6yQH+9PF+8opLuXFoF56c1ItucRG+Ds2Yy3b+/Hl27drF0KFDAaeLaCDNGOYNIrJBVVNre8+bVwQjgb2qut8N4h3gBmBnlTIKtHOfRwFHvRhPUCgqKePNNQd5eflesgtKmDKgA0+l9aFPx7a+Ds2YRrFnzx7mzZtHbm4uXbp0ISEhwZLAZfJmIugCHK6ynAlcWaPMs8ASEXkMiAAm1bYiEXkQeBAgKSmp0QMNBMWl5by7/jAv/nsPJ86dZ2yveP5zch+GJEb7OjRjGkVBQQGLFy9m69atJCQkcNtttwXtIHGNzdeNxXcCc1T1lyIyGnhTRAaqannVQqr6CvAKOFVDPoiz2SorV/616Qi/Wbabw2cKSe0Ww2/vGMaoHnG+Ds2YRlMxSFx2djbXXHMNY8eODepB4hqbN7/JI0BileWu7mtVPQBMBVDVNSISCsQDJ70YV0BQVRZtP84vl+5m78k8BnRux2v3D2R87wTrMmcCRl5eHhEREYSEhJCWlkZ0dDQdOnTwdVgBx5uJIAPoJSLJOAngDmB2jTKHgInAHBHpB4QCWV6Mye+pKit2Z/GLJZ+z/cg5eiZE8PJdw5k6oKONB2QChqqyadMmlixZwqRJk0hNTaVPnz6+DitgeS0RqGqpiDwKLMbpGvqqqu4QkeeA9aqaDnwL+KOIfBOn4fg+9VY3pgDw6f7T/GLJ52QcyKZrTBi/uG0INw7tbOMBmYCSnZ3N3Llz+eKLL+jWrRs9evTwdUgBz2vdR70lGLuPbs08yy+W7Gbl7izat23DY9emMOuKJFq3tARgAsvmzZtZsGABIkJaWhojRoywqs5G4qvuo+Yy7T6Ry6+W7GbRjuNEh7fie9f15Z7R3W0uXxOw2rZtS3JyMtdffz3t2rWr/wOmUVgiaIYOns7nNx/u4V+bjxDRuiVPTurFA2OSaRtq4wGZwFJWVsYnn3yCqjJ+/HgbJM5HLBE0I8dzinjh33v4W8ZhWoQID47twTfG9SQmorWvQzOm0R05coT09HROnjzJ4MGDbZA4H7JE0AyczjvP75fv4421B1FV7hyZxKPXptChXaivQzOm0ZWUlPDRRx+xdu1aIiMjueOOO6xHkI9ZIvChc0Ul/Gnlfv78yRcUlpRx07CuPDmpF4mx4b4OzRivyc7OZt26dQwfPpxJkyYRGmonPL5micBHVu09xcN/3UhOYQnTBnXkqbTepLS38YBMYCoqKmLXrl0MGzaM9u3b89hjj9mMYc2IJQIfyD9fytPvbSEusjV//dqVDOxi/xAmcO3evZt58+aRl5dHYmIi8fHxlgSaGUsEPvDrpbs5mlPEPx4abUnABKz8/HwWL17Mtm3baN++PbNmzSI+Pt7XYZlaWCJoYtuP5PDqqi+YfWUSI7rF+jocY7yivLyc1157jezsbMaPH8+YMWNo0cLuf2muLBE0obJy5fvvbyM2og3fmWJT6ZnAU3WQuMmTJxMdHU379u19HZaph8djFIiIdWW5TG+uOcDWzBx+OKM/UeF2c5gJHKrK+vXr+d3vfkfFEDC9e/e2JOAn6r0iEJGrgD8BkUCSiAwBvq6qD3s7uEByLKeQXyzZzTW9E5gxuJOvwzGm0Zw5c4a5c+dy4MABkpOTSUlJ8XVIpoE8qRr6NTAFSAdQ1S0ico1XowpA/52+k5Kycn50w0C7e9IEjE2bNrFgwQJatGjBjBkzGDZsmP19+yGP2ghU9XCNX26Zd8IJTEt3nmDRjuN8e2ofkuKshs0EjqioKHr27Mm0adNskDg/5kkiOOxWD6mItAKeAHZ5N6zAkX++lGc+2E6fDm35j7E2rrrxb6WlpZWDxE2YMIEePXrYfAEBwJNE8A3gtziT0R8BlgDWPuChynsGZg+jlU0gY/xYZmYm6enpZGVlMWTIEBskLoB4kgj6qOpdVV8QkauBVd4JKXDYPQMmEBQXF1cOEteuXTvuvPNOevfu7euwTCPyJBH8DhjuwWumCrtnwASKnJwcMjIySE1NZdKkSbRp08bXIZlGdtFEICKjgauABBF5qspb7XDmIDZ1qLhn4IU7h9k9A8bvFBUVsXPnToYPH05CQgKPP/64NQYHsLquCFrj3DvQEqg6LOY54FZvBuXvjuUU8vPFnzPO7hkwfuizzz5j/vz55Ofnk5SURHx8vCWBAHfRRKCqK4AVIjJHVQ82YUx+79n0HZSp8qMb7Z4B4z/y8/NZuHAhO3bsoEOHDtx55502SFyQ8KSNoEBEfg4MACpnkFDVa70WlR9bsuM4i3ec4DtT+9oEM8ZvlJeX8+qrr5KTk8OECRO4+uqrbZC4IOJJIvgr8C4wHacr6b1AljeD8ld550t5Jn0HfTq05Wtjk30djjH1ys3NJTIykpCQEKZOnUp0dDQJCQm+Dss0MU86tsep6p+BElVdoapfBexqoBa/XrqbYzlF/PjmQXbPgGnWVJWMjAxefPHFykHievXqZUkgSHlyRVDi/jwmItcDRwHrFF/D9iM5vLbqC+66MokR3WJ8HY4xF3X69Gnmzp3LwYMH6dGjhw0SZzxKBD8SkSjgWzj3D7QDnvRmUP6mrFz53j+dewa+PdXuGTDN18aNG1m4cCEtW7Zk5syZDB061Do0mPoTgarOc5/mABOg8s5i43pjzQG2Hcnhd3cOIyrM7hkwzVd0dDQpKSlMmzaNtm3b1v8BExTquqGsBXA7zhhDi1R1u4hMB74PhAHDmibE5u1YTiG/cO8ZmG73DJhmprS0lJUrVwJw7bXX2iBxplZ1XRH8GUgE1gEviMhRIBX4rqr+qwli8wt2z4Bprg4fPkx6ejqnTp1i6NChNkicuai6EkEqMFhVy0UkFDgO9FTV000TWvNn9wyY5qi4uJhly5axbt06oqKiuOuuu6xB2NSprj6OxapaDqCqRcD+hiYBEZkqIp+LyF4R+e5FytwuIjtFZIeIvNWQ9fuS3TNgmqucnBw2bNjAFVdcwUMPPWRJwNSrriuCviKy1X0uQE93WQBV1cF1rdhtY3gJSAMygQwRSVfVnVXK9AK+B1ytqtki4jczXVfcM/Di7OF2z4DxucLCQnbu3MmIESNISEjgiSeesMZg47G6EkG/y1z3SGCvqu4HEJF3gBuAnVXK/AfwkqpmA6jqycvcZpOwewZMc7Jr1y4WLFhAfn4+3bp1Iz4+3pKAaZC6Bp273IHmugCHqyxnAlfWKNMbQERW4Qxt/ayqLqq5IhF5EHgQICkp6TLDujwV9wzERdo9A8a38vLyWLhwITt37qRjx47Mnj3bBokzl8Sjyeu9vP1ewHigK7BSRAap6tmqhVT1FeAVgNTUVG3iGKupuGfgxdl2z4DxnfLycl577TVycnK49tprueqqq2yQOHPJvJkIjuB0P63Q1X2tqkzgU1UtAb4Qkd04iSHDi3FdsqNnnXsGxvdJ4PpBds+AaXrnzp2jbdu2lYPExcTE2FWAuWwetXKKSJiI9GngujOAXiKSLCKtgTuA9Bpl/oVzNYCIxONUFe1v4HaaTMU9A8/fYPcMmKalqnz66ae8+OKLZGQ450m9evWyJGAaRb2JQERmAJuBRe7yUBGpeUC/gKqWAo8Ci4FdwN9UdYeIPCciM91ii4HTIrIT+Ah4urnep7D58FmW7DzBY9f2snsGTJM6deoUr732GosWLSIpKckmjjeNzpOqoWdxegAtB1DVzSLiUcd5VV0ALKjx2g+rPFfgKffRrL2x+gCRbVpy71XdfR2KCSIbN25kwYIFtGrVihtvvJHBgwfb1ahpdB4NQ62qOTX++HzaYNvUTuWdZ97WY9w5MpHINr5uXzfBJCYmhj59+nDdddcRGRnp63BMgPLkqLZDRGYDLdwbwB4HVns3rObl3YzDFJeV85XR3X0diglwpaWlrFixAoCJEyeSnJxMcrLduW68y5PG4sdw5is+D7yFMxz1k16MqVkpLSvnL2sPMiYlnpT2dkZmvOfQoUP84Q9/4JNPPiE/Px+n5tQY7/PkiqCvqv4A+IG3g2mOPtx1gmM5Rfz3zAG+DsUEqPPnz7Ns2TIyMjKIjo7m7rvvpmfPnr4OywQRTxLBL0WkI/B34F1V3e7lmJqV11cfpEt0GBP7dfB1KCZAnTt3jk2bNjFy5EgmTpxI69atfR2SCTL1Vg2p6gScmcmygP8TkW0i8l9ej6wZ2H0ilzX7T3P3qG60CLGeGqbxFBQUVN4PkJCQwOOPP851111nScD4hEddYFT1OM7kNB8B3wZ+CPzIm4E1B2+sOUDrliHMuiKx/sLGeEBVKweJKywsJDk52QaJMz5XbyIQkX7ALOAW4DTwLs5E9gHtXFEJ/9x4hJlDOhMbYWdp5vLl5uayYMECPvvsMzp16sTdd99tdwabZsGTK4JXcQ7+U1T1qJfjaTb+sSGTguIy7rUuo6YRVAwSl5uby6RJkxg9ejQhITaPhWke6k0Eqjq6KQJpTsrLlTfXHGRYUjSDukb5Ohzjx3JycmjXrh0hISFMmzaNmJgY4uLifB2WMdVcNBGIyN9U9XYR2Ub1O4k9mqHMn32y9xT7T+Xzm1lDfR2K8VPl5eVkZGSwbNkyJk2axMiRI23KSNNs1XVF8IT7c3pTBNKcvLHmAPGRrbluUEdfh2L8UFZWFunp6WRmZpKSkkKfPg0duNeYplXXDGXH3KcPq+p3qr4nIj8FvnPhp/zf4TMFLPvsJI9OSKFNS5vowzTMhg0bWLhwIa1bt+amm25i0KBBNkicafY8aa1Kq+W16xo7kObiL2sPEiLC7Ct9OyWm8U+xsbH07duXRx55xEYKNX6jrjaCh4CHgR4isrXKW22BVd4OzBcKi8t4J+MwUwZ0oFNUmK/DMX6gpKSE5cuXIyJMmjTJBokzfqmuNoK3gIXA/wLfrfJ6rqqe8WpUPjJ3y1FyCku4x7qMGg8cPHiQ9PR0zpw5w4gRI1BVuwIwfqmuRKCqekBEHqn5hojEBloyUFXmrD5Anw5tuTI51tfhmGbs/PnzfPjhh6xfv56YmBjuueceuwowfq2+K4LpwAac7qNVT3UU6OHFuJrcxkPZ7Dx2jv+5yeYjNnXLzc1l8+bNjBo1igkTJtj4QMbv1dVraLr7MyhOdV5ffZC2oS25cWgXX4dimqGCggJ27NjBFVdcQXx8PE888YTNGGYChidjDV0NbFbVfBG5GxgO/EZVD3k9uiZy8lwRC7Yd457R3YmwqShNFarKjh07WLhwIUVFRfTo0YO4uDhLAiageHLU+z0wRESG4Aw29yfgTWCcNwNrSm+vO0xpufKV0d18HYppRnJzc5k/fz6ff/45nTt3ZubMmTY8hAlIniSCUlVVEbkBeFFV/ywiD3g7sKZSUlbOXz89yLjeCSTHR/g6HNNMVB0kLi0tjVGjRtkgcSZgeZIIckXke8BXgLEiEgK08m5YTWfxjuOczD3PT26xqwEDZ8+erRwk7vrrrycmJobYWOtFZgKbJ6c4s3Amrv+qO0FNV+DnXo2qCb2x+iBJseGM693e16EYHyovL2fNmjW89NJLrF+/HoCePXtaEjBBwZNhqI+LyF+BK0RkOrBOVd/wfmjet+vYOdYdOMMPpvWzqSiD2MmTJ0lPT+fIkSP07t2bvn37+jokY5qUJ72Gbse5AliOcy/B70TkaVX9u5dj87o31hwktFUIt6V29XUoxkfWr1/PwoULCQ0N5eabb2bgQLuPxAQfT9oIfgBcoaonAUQkAfgQ8OtEkFNQwr82HeHGoV2IDrcbgoJNxXAQ8fHxDBgwgClTphARYZ0FTHDyJBGEVCQB12k8a1to1t7bcJjCkjLrMhpkSkpK+OijjxAR0tLS6N69O927d/d1WMb4lCeJYJGILAbedpdnAQu8F5L3lZcrb649yBXdYxjQ2aaiDBYHDhwgPT2d7OxsUlNTbZA4Y1yeNBY/LSI3A2Pcl15R1fe9G5Z3rdiTxcHTBfznZJs5KhgUFRWxdOlSNm7caIPEGVOLuuYj6AX8AugJbAP+U1WPNFVg3vTG6gO0b9uGKQNsKspgkJeXx7Zt2xg9ejQTJkygVauAuQ3GmEZRV13/q8A84BacEUh/19CVi8hUEflcRPaKyHfrKHeLiKiIpDZ0Gw114FQ+y3dnMfvKJFq39PumDnMR+fn5fPrppwCVg8RNnjzZkoAxtairaqitqv7Rff65iGxsyIpFpAXwEs5Ul5lAhoikq+rOGuXaAk8AnzZk/ZfqL2sP0kKE2SNtKspApKps376dhQsXcv78eVJSUoiLi7MeQcbUoa5EECoiw/hyHoKwqsuqWl9iGAnsVdX9ACLyDnADsLNGueeBnwJPNzD2BisoLuVv6w9z3aBOtG8X6u3NmSaWk5PD/Pnz2bNnD126dLFB4ozxUF2J4BjwqyrLx6ssK3BtPevuAhyuspwJXFm1gIgMBxJVdb6IXDQRiMiDwIMASUmXfib/weajnCsq5V7rMhpwysvLef3118nLy2PKlCmMHDnSBokzxkN1TUwzwZsbdgev+xVwX31lVfUV4BWA1NRUvZTtqSqvrz5A/07tGNEt5lJWYZqhqoPETZ8+nZiYGGJi7PdrTEN485TpCJBYZbmr+1qFtsBAYLmIHABGAeneajDOOJDNZ8dzuWd0N+s7HgDKy8tZvXo1L730EhkZGQD06NHDkoAxl8Cb03FlAL1EJBknAdwBzK54U1VzgPiKZRFZjtNFdb03gtl0KBuA6wZ28sbqTRM6ceIE6enpHD16lD59+tC/f39fh2SMX/NaIlDVUhF5FFgMtABeVdUdIvIcsF5V07217bq0amlXA/4sIyODRYsWERoayq233kr//v3tCs+Yy+TJ6KMC3AX0UNXnRCQJ6Kiq6+r7rKouoMZwFKr6w4uUHe9RxCYoVQwH0b59ewYOHMiUKVMIDw/3dVjGBARPrgheBspxegk9B+QC/wCu8GJcxgBQXFzMv//9b0JCQpg8eTLdunWjWzfr9WVMY/IkEVypqsNFZBOAqmaLiI3bbLxu//79zJ07l7NnzzJy5EgbJM4YL/EkEZS4dwkrVM5HUO7VqExQKyoqYsmSJWzatInY2Fjuu+8+uwowxos8SQQvAO8D7UXkf4Bbgf/yalQmqOXl5bF9+3auvvpqxo0bZ+MDGeNlngxD/VcR2QBMxBle4kZV3eX1yExQqTj4jxo1ivj4eJ588klrDDamiXjSaygJKADmVn1NVQ95MzATHFSVbdu2sWjRIoqLi+nVqxdxcXGWBIxpQp5UDc3HaR8QIBRIBj4HBngxLhMEcnJymDdvHnv37qVr1642SJwxPuJJ1dCgqsvuQHEPey0iExTKy8uZM2cO+fn5TJ06lSuuuMIGiTPGRxp8Z7GqbhSRK+svacyFsrOziYqKIiQkhBkzZhAbG0t0dLSvwzImqHnSRvBUlcUQYDhw1GsRmYBUMUjc8uXLSUtL48orr6RHjx6+DssYg2dXBG2rPC/FaTP4h3fCMYHo+PHjpKenc+zYMfr27WuDxBnTzNSZCNwbydqq6n82UTwmwKxbt47FixcTFhbGbbfdZknAmGbooolARFq6I4he3ZQBmcBQMRxEhw4dGDRoEFOmTCEsLMzXYRljalHXFcE6nPaAzSKSDrwH5Fe8qar/9HJsxg8VFxezbNkyWrRoYYPEGeMnPGkjCAVO44w+WnE/gQKWCEw1+/btY+7cueTk5Nggccb4kboSQXu3x9B2vkwAFS5p3mATmAoLC1myZAmbN28mLi6O+++/n6SkJF+HZYzxUF2JoAUQSfUEUMESgamUn5/Pzp07GTNmDOPGjaNlS2/OgGqMaWx1/cceU9XnmiwS41fy8vLYtm0bo0ePJj4+nieeeMLGBzLGT9WVCKxy11xAVdmyZQuLFy+mpKSE3r172yBxxvi5uhLBxCaLwviFs2fPMm/ePPbt20diYqINEmdMgLhoIlDVM00ZiGneysvLef311ykoKGDatGmkpqZajyBjAoS16pk6nTlzhujoaEJCQpg5cyYxMTE2SJwxAcbG/TW1Kisr4+OPP+bll18mIyMDgOTkZEsCxgQguyIwFzh27Bjp6ekcP36c/v37M2CAzUFkTCCzRGCq+fTTT1m8eDERERHcfvvt9OvXz9chGWO8zBKBAb4cJK5jx44MGTKEyZMn2yBxxgQJSwRB7vz585WDxE2ZMsUGiTMmCFkiCGJ79+5l3rx55OTkMGrUKBskzpggZYkgCBUUFLBkyRK2bNlCfHw8X/3qV0lMTPR1WMYYH7FEEIQKCwvZtWsX11xzDWPHjrVB4owJcl69j0BEporI5yKyV0S+W8v7T4nIThHZKiLLRMQqp70kNzeX1atXo6rExcXx5JNPMmHCBEsCxhjvXRG48x2/BKQBmUCGiKSr6s4qxTYBqapaICIPAT8DZnkrpmCkqmzevJnFixdTVlZGnz59iIuLsx5BxphK3jwdHAnsVdX9ACLyDnADUJkIVPWjKuXXAnd7MZ6gk52dzbx589i/fz/dunVjxowZNkicMeYC3kwEXYDDVZYzgSvrKP8AsLC2N0TkQeBBwGa+8lB5eTlvvPEGBQUFXH/99YwYMcJ6BBljatUsKohF5G4gFRhX2/uq+grwCkBqaqrNjlaH06dPExMTQ0hICDfccAMxMTFERUX5OixjTDPmzcbiI0DVPold3deqEZFJwA+Amap63ovxBLSysjJWrlzJ73//e9atWwdA9+7dLQkYY+rlzSuCDKCXiCTjJIA7gNlVC4jIMOD/gKmqetKLsQS0o0ePkp6ezokTJxg4cCCDBg3ydUjGGD/itUSgqqUi8iiwGGgBvKqqO0TkOWC9qqYDPwcigffc+utDqjrTWzEForVr17JkyRIiIyO544476NOnj69DMsb4Ga+2EajqAmBBjdd+WOX5JG9uP5BVDAfRuXNnhg0bRlpaGqGhob4Oyxjjh5pFY7Hx3Pnz51m6dCktW7Zk6tSpJCUlWU8qY8xlsUTgR/bs2cO8efPIzc21QeKMMY3GEoEfKCgoYNGiRWzbto2EhARuu+02unbt6uuwjDEBwhKBHygsLGT37t2MGzeOsWPH0qJFC1+HZIwJIJYImqlz586xbds2rrrqqspB4qwx2BjjDZYImhlVZePGjSxdupSysjL69etHbGysJQFjjNdYImhGzpw5w9y5czlw4ADdu3dnxowZxMbG+josY0yAs0TQTFQMEldYWMj06dMZPny49QgyxjQJSwQ+durUKWJjYwkJCeHGG28kNjaWdu3a+TosY0wQ8eoMZebiysrKWL58+QWDxFkSMMY0Nbsi8IEjR46Qnp7OyZMnGTRoEIMHD/Z1SMaYIGaJoIlVHSTuzjvvpHfv3r4OyRgT5CwRNJGK4SC6dOnC8OHDmTRpknUJNcY0C5YIvKyoqIilS5fSqlUrpk6dSmJiIomJifV/0BhjmoglAi/6/PPPmT9/Pnl5eYwePdoGiTPGNEuWCLwgPz+fRYsWsX37dtq3b8+sWbPo0qWLr8MyxphaWSLwgvPnz7Nnzx7Gjx/PmDFjbJA4Y0yzZomgkeTk5LB161bGjBlDbGysDRJnjPEblgguk6qyYcMGli5diqoyYMAAGyTOGONXLBFchtOnTzN37lwOHjxIcnIyM2bMICYmxtdhGWNMg1giuETl5eW8+eabFBUVMXPmTIYOHWo9gowxfskSQQNlZWURFxdHSEgIN910E7GxsbRt29bXYZlmrKSkhMzMTIqKinwdigkCoaGhdO3alVatWnn8GUsEHiotLeXjjz/mk08+IS0tjVGjRtGtWzdfh2X8QGZmJm3btqV79+521Wi8SlU5ffo0mZmZJCcne/w5SwQeyMzMJD09naysLAYPHmyDxJkGKSoqsiRgmoSIEBcXR1ZWVoM+Z4mgHqtXr2bp0qW0a9eO2bNn06tXL1+HZPyQJQHTVC7lb80SwUVUDAeRmJhIamoqkyZNok2bNr4OyxhjGp1NTFNDUVERH3zwAQsXLgQgMTGR66+/3pKA8VstWrRg6NChDBw4kBkzZnD27NnK93bs2MG1115Lnz596NWrF88//zyqWvn+woULSU1NpX///gwbNoxvfetbPtiDum3atIkHHnig2ms33ngjo0aNqvbafffdx9///vdqr0VGRlY+3717N9OmTaNXr14MHz6c22+/nRMnTlxWbGfOnCEtLY1evXqRlpZGdnZ2reW+/e1vM2DAAPr168fjjz+OqpKbm8vQoUMrH/Hx8Tz55JMAvPjii7z66quXFVtVlgiq+Oyzz3jppZfYsmULbdq0qfYPYYy/CgsLY/PmzWzfvp3Y2FheeuklAAoLC5k5cybf/e53+fzzz9myZQurV6/m5ZdfBmD79u08+uij/OUvf2Hnzp2sX7+elJSURo2ttLT0stfx4x//mMcff7xy+ezZs2zYsIGcnBz279/v0TqKioq4/vrreeihh9izZw8bN27k4YcfbnBde00/+clPmDhxInv27GHixIn85Cc/uaDM6tWrWbVqFVu3bmX79u1kZGSwYsUK2rZty+bNmysf3bp14+abbwbgq1/9Kr/73e8uK7aqrGoIZ5C4BQsWsHPnTjp27Mjs2bPp1KmTr8MyAei/5+5g59FzjbrO/p3b8cyMAR6VHT16NFu3bgXgrbfe4uqrr2by5MkAhIeH8+KLLzJ+/HgeeeQRfvazn/GDH/yAvn37As6VxUMPPXTBOvPy8njsscdYv349IsIzzzzDLbfcQmRkJHl5eQD8/e9/Z968ecyZM4f77ruP0NBQNm3axNVXX80///lPNm/eTHR0NAC9evXik08+ISQkhG984xscOnQIgN/85jdcffXV1badm5vL1q1bGTJkSOVr//znP5kxYwYdOnTgnXfe4fvf/36938tbb73F6NGjmTFjRuVr48eP9+g7rcsHH3zA8uXLAbj33nsZP348P/3pT6uVERGKioooLi5GVSkpKaFDhw7VyuzevZuTJ08yduxYwPldde/enXXr1jFy5MjLjtMSAc4gcfv37+faa6/lqquuskHiTEAqKytj2bJlldUoO3bsYMSIEdXK9OzZk7y8PM6dO8f27ds9qgp6/vnniYqKYtu2bQAXrf6oKjMzk9WrV9OiRQvKysp4//33uf/++/n000/p1q0bHTp0YPbs2Xzzm99kzJgxHDp0iClTprBr165q61m/fj0DBw6s9trbb7/ND3/4Qzp06MAtt9ziUSLYvn37Bd9FbXJzcysPxjW99dZb9O/fv9prJ06cqDyp7NixY61VTaNHj2bChAl06tQJVeXRRx+lX79+1cq88847zJo1q1pDcGpqKh9//LElgsuRk5PDli1bGDt2bOUgcdYOYLzN0zP3xlRYWMjQoUM5cuQI/fr1Iy0trVHX/+GHH/LOO+9ULnsyzMptt91WecI1a9YsnnvuOe6///7KA17Fenfu3Fn5mXPnzpGXl1etXv/YsWMkJCRULp84cYI9e/YwZswYRIRWrVqxfft2Bg4cWGtvmob2sKmorrkUIlLr9vbu3cuuXbvIzMwEIC0tjY8//rhawnnnnXd48803q32uffv2fPbZZ5cUS01ebSMQkaki8rmI7BWR79byfhsRedd9/1MR6e7NeMDpDZSRkcHLL7/MJ598Unn2YknABKqKNoKDBw+iqpVtBP3792fDhg3Vyu7fv5/IyEjatWvHgAEDLni/Iaoe9GreVR0REVH5fPTo0ezdu5esrCz+9a9/VdaDl5eXs3bt2so68iNHjlRLAhX7VnXdf/vb38jOziY5OZnu3btz4MAB3n77bQDi4uKqXa2cOXOG+Ph4AI/3tWYDbtVH1aRVoUOHDhw7dgxwklb79u0vKPP+++8zatQoIiMjiYyM5LrrrmPNmjWV72/ZsoXS0tILrliKiooICwurN2ZPeC0RiEgL4CXgOqA/cKeI9K9R7AEgW1VTgF8DP8WL2kkR7/z1TRYsWEDXrl15+OGHiY2N9eYmjWk2wsPDeeGFF/jlL39JaWkpd911F5988gkffvgh4Fw5PP7443z7298G4Omnn+bHP/4xu3fvBpwD8x/+8IcL1puWllaZXODLqqEOHTqwa9cuysvLef/99y8al4hw00038dRTT9GvXz/i4uIAmDx5crUG0drOxPv168fevXsrl99++20WLVrEgQMHOHDgABs2bKi8Whk/fjzvvvsuxcXFAMyZM4cJEyYAMHv2bFavXs38+fMr17Vy5Uq2b99ebXs1G3CrPmpWCwHMnDmT119/HYDXX3+dG2644YIySUlJrFixgtLSUkpKSlixYkW1qqG3336bO++884LP7d69+4JqsUumql55AKOBxVWWvwd8r0aZxcBo93lL4BQgda13xIgReil+/+/d+q0f/lj/9yc/0U2bNml5efklrceYhtq5c6dPtx8REVFtefr06frGG2+oqurWrVt13Lhx2rt3b+3Zs6c+++yz1f435s6dq8OHD9e+fftqv3799Omnn75g/bm5uXrPPffogAEDdPDgwfqPf/xDVVXfe+897dGjh1555ZX6yCOP6L333quqqvfee6++99571daRkZGhgM6ZM6fytaysLL399tt10KBB2q9fP/36179e6/4NHDhQz507p1988YV27tz5gv/tYcOG6dq1a1VV9dlnn9WBAwfqkCFD9Oabb9aTJ09Wltu1a5dOmTJFU1JStF+/fjpr1iw9fvx4nd9tfU6dOqXXXnutpqSk6MSJE/X06dOV+/vAAw+oqmppaak++OCDld/xN7/5zWrrSE5O1l27dl2w7mHDhumpU6dq3W5tf3PAer3IcVXUS10kReRWYKqqfs1d/gpwpao+WqXMdrdMpru8zy1zqsa6HgQeBEhKShpx8ODBBsezZMdx5q/Zxv+75QriY6Ivca+Mabhdu3Zd0PhnGs+vf/1r2rZty9e+9jVfh9JkNm3axK9+9asL2g0q1PY3JyIbVDW1tvJ+cR+Bqr6iqqmqmlq1YaghJg/oyG+/lmZJwJgA89BDDwVdG9+pU6d4/vnnG2193uw1dARIrLLc1X2ttjKZItISiAJOezEmY0yACQ0N5Stf+Yqvw2hSjd3zy5tXBBlALxFJFpHWwB1Aeo0y6cC97vNbgX+rt+qqjPEh+7M2TeVS/ta8lghUtRR4FKdBeBfwN1XdISLPichMt9ifgTgR2Qs8BVzQxdQYfxcaGsrp06ctGRivU3c+gobOme61xmJvSU1N1fXr1/s6DGM8ZjOUmaZ0sRnK6mosDto7i41pKq1atWrQbFHGNDW/6DVkjDHGeywRGGNMkLNEYIwxQc7vGotFJAto+K3FjnicYSyCie1zcLB9Dg6Xs8/dVLXWO3L9LhFcDhFZf7FW80Bl+xwcbJ+Dg7f22aqGjDEmyFkiMMaYIBdsieAVXwfgA7bPwcH2OTh4ZZ+Dqo3AGGPMhYLtisAYY0wNlgiMMSbIBWQiEJGpIvK5iOwVkQtGNBWRNiLyrvv+pyLS3QdhNioP9vkpEdkpIltFZJmIdPNFnI2pvn2uUu4WEVER8fuuhp7ss4jc7v6ud4jIW00dY2Pz4G87SUQ+EpFN7t/3NF/E2VhE5FUROenO4Fjb+yIiL7jfx1YRGX7ZG73YHJb++gBaAPuAHkBrYAvQv0aZh4E/uM/vAN71ddxNsM8TgHD3+UPBsM9uubbASmAtkOrruJvg99wL2ATEuMvtfR13E+zzK8BD7vP+wAFfx32Z+3wNMBzYfpH3pwELAQFGAZ9e7jYD8YpgJLBXVferajHwDnBDjTI3AK+7z/8OTBQRacIYG1u9+6yqH6lqgbu4FmfGOH/mye8Z4Hngp0AgjAHtyT7/B/CSqmYDqOrJJo6xsXmyzwq0c59HAUebML5Gp6orgTN1FLkBeEMda4FoEel0OdsMxETQBThcZTnTfa3WMupMoJMDxDVJdN7hyT5X9QDOGYU/q3ef3UvmRFWd35SBeZEnv+feQG8RWSUia0VkapNF5x2e7POzwN0ikgksAB5rmtB8pqH/7/Wy+QiCjIjcDaQC43wdizeJSAjwK+A+H4fS1FriVA+Nx7nqWykig1T1rC+D8rI7gTmq+ksRGQ28KSIDVbXc14H5i0C8IjgCJFZZ7uq+VmsZEWmJczl5ukmi8w5P9hkRmQT8AJipquebKDZvqW+f2wIDgeUicgCnLjXdzxuMPfk9ZwLpqlqiql8Au3ESg7/yZJ8fAP4GoKprgFCcwdkClUf/7w0RiIkgA+glIski0hqnMTi9Rpl04F73+a3Av9VthfFT9e6ziAwD/g8nCfh7vTHUs8+qmqOq8araXVW747SLzFRVf57n1JO/7X/hXA0gIvE4VUX7mzDGxubJPh8CJgKISD+cRJDVpFE2rXTgHrf30CggR1WPXc4KA65qSFVLReRRYDFOj4NXVXWHiDwHrFfVdODPOJePe3EaZe7wXcSXz8N9/jkQCbzntosfUtWZPgv6Mnm4zwHFw31eDEwWkZ1AGfC0qvrt1a6H+/wt4I8i8k2chuP7/PnETkTexknm8W67xzNAKwBV/QNOO8g0YC9QANx/2dv04+/LGGNMIwjEqiFjjDENYInAGGOCnCUCY4wJcpYIjDEmyFkiMMaYIGeJwDRLIlImIpurPLrXUTavEbY3R0S+cLe10b1DtaHr+JOI9Heff7/Ge6svN0Z3PRXfy3YRmSsi0fWUH+rvo3Ea77Puo6ZZEpE8VY1s7LJ1rGMOME9V/y4ik4FfqOrgy1jfZcdU33pF5HVgt6r+Tx3l78MZdfXRxo7FBA67IjB+QUQi3XkUNorINhG5YKRREekkIiurnDGPdV+fLCJr3M++JyL1HaBXAinuZ59y17VdRJ50X4sQkfkissV9fZb7+nIRSRWRnwBhbhx/dd/Lc3++IyLXV4l5jojcKiItROTnIpLhjjH/dQ++ljW4g42JyEh3HzeJyGoR6ePeifscMMuNZZYb+6siss4tW9uIrSbY+HrsbXvYo7YHzl2xm93H+zh3wbdz34vHuauy4oo2z/35LeAH7vMWOOMNxeMc2CPc178D/LCW7c0BbnWf3wZ8CowAtgEROHdl7wCGAbcAf6zy2Sj353LcOQ8qYqpSpiLGm4DX3eetcUaRDAMeBP7Lfb0NsB5IriXOvCr79x4w1V1uB7R0n08C/uE+vw94scrnfwzc7T6PxhmLKMLXv297+PYRcENMmIBRqKpDKxZEpBXwYxG5BijHORPuAByv8pkM4FW37L9UdbOIjMOZrGSVO7RGa5wz6dr8XET+C2ecmgdwxq95X1Xz3Rj+CYwFFgG/FJGf4lQnfdyA/VoI/FZE2gBTgZWqWuhWRw0WkVvdclE4g8V9UePzYSKy2d3/XcDSKuVfF5FeOMMstLrI9icDM0XkP93lUCDJXZcJUpYIjL+4C0gARqhqiTgjioZWLaCqK91EcT0wR0R+BWQDS1X1Tg+28bSq/r1iQUQm1lZIVXeLM9fBNOBHIrJMVZ/zZCdUtUhElgNTgFk4E62AM9vUY6q6uJ5VFKrqUBEJxxl/5xHgBZwJeD5S1ZvchvXlF/m8ALeo6ueexGuCg7URGH8RBZx0k8AE4II5l8WZh/mEqv4R+BPOdH9rgatFpKLOP0JEenu4zY+BG0UkXEQicKp1PhaRzkCBqv4FZzC/2uaMLXGvTGrzLs5AYRVXF+Ac1B+q+IyI9Ha3WSt1Zpt7HPiWfDmUesVQxPdVKZqLU0VWYTHwmLiXR+KMSmuCnCUC4y/+CqSKyDbgHuCzWsqMB7aIyCacs+3fqmoWzoHxbRHZilMt1NeTDarqRpy2g3U4bQZ/UtVNwCBgnVtF8wzwo1o+/gqwtaKxuIYlOBMDfajO9IvgJK6dwEZxJi3/P+q5Yndj2YozMcvPgP91973q5z4C+lc0FuNcObRyY9vhLpsgZ91HjTEmyNkVgTHGBDlLBMYYE+QsERhjTJCzRGCMMUHOEoExxgQ5SwTGGBPkLBEYY0yQ+/+kIt+Z/qfY/QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN Classifier with n_neighbors=9:\n",
      "Accuracy: 0.79\n",
      "\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.73      0.86      0.79        93\n",
      "           1       0.86      0.73      0.79       107\n",
      "\n",
      "    accuracy                           0.79       200\n",
      "   macro avg       0.80      0.79      0.79       200\n",
      "weighted avg       0.80      0.79      0.79       200\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create KNN classification models with different settings (number of neighbors)\n",
    "neighbors_settings = [1, 3, 5, 7, 9]\n",
    "\n",
    "accuracies = []\n",
    "\n",
    "for n_neighbors in neighbors_settings:\n",
    "    # Instantiate and fit the KNN classifier\n",
    "    knn = KNeighborsClassifier(n_neighbors=n_neighbors)\n",
    "    knn.fit(X_train_scaled, y_train.values.ravel())\n",
    "\n",
    "    # Estimate the model on the testing dataset\n",
    "    y_pred = knn.predict(X_test_scaled)\n",
    "\n",
    "    # Calculate performance metrics\n",
    "    accuracy = accuracy_score(y_test, y_pred)\n",
    "    accuracies.append(accuracy)\n",
    "    cm = confusion_matrix(y_test, y_pred)\n",
    "    report = classification_report(y_test, y_pred)\n",
    "\n",
    "    print(f\"KNN Classifier with n_neighbors={n_neighbors}:\")\n",
    "    print(\"Accuracy:\", accuracy)\n",
    "    print(\"\\nClassification Report:\")\n",
    "    print(report)\n",
    "\n",
    "    # Visualize the confusion matrix\n",
    "    disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=knn.classes_)\n",
    "    disp.plot()\n",
    "    plt.title(f\"Confusion Matrix for n_neighbors={n_neighbors}\")\n",
    "    plt.show()\n",
    "\n",
    "    # Plot the ROC curve\n",
    "    y_proba = knn.predict_proba(X_test_scaled)\n",
    "    fpr, tpr, _ = roc_curve(y_test, y_proba[:, 1])\n",
    "    roc_auc = auc(fpr, tpr)\n",
    "\n",
    "    plt.plot(fpr, tpr, label=f\"ROC curve (AUC = {roc_auc:.2f})\")\n",
    "    plt.plot([0, 1], [0, 1], linestyle='--', color='gray')\n",
    "    plt.xlabel('False Positive Rate')\n",
    "    plt.ylabel('True Positive Rate')\n",
    "    plt.title(f\"ROC Curve for n_neighbors={n_neighbors}\")\n",
    "    plt.legend(loc='lower right')\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the bar chart comparing the model quality at different settings\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.bar(neighbors_settings, accuracies, width=0.8, edgecolor='black')\n",
    "plt.xlabel('Number of Neighbors')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.title('KNN Model Accuracy for Different Number of Neighbors')\n",
    "\n",
    "# Print the accuracy value above each bar\n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    plt.text(bar.get_x() + bar.get_width() / 2, height, f'{height:.2f}', ha='center', va='bottom')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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